Github user BryanCutler commented on a diff in the pull request:

    https://github.com/apache/spark/pull/17849#discussion_r132516315
  
    --- Diff: python/pyspark/ml/classification.py ---
    @@ -1325,7 +1325,7 @@ def __init__(self, featuresCol="features", 
labelCol="label", predictionCol="pred
             super(MultilayerPerceptronClassifier, self).__init__()
             self._java_obj = self._new_java_obj(
                 
"org.apache.spark.ml.classification.MultilayerPerceptronClassifier", self.uid)
    -        self._setDefault(maxIter=100, tol=1E-4, blockSize=128, 
stepSize=0.03, solver="l-bfgs")
    +        self._setDefault(maxIter=100, tol=1E-6, blockSize=128, 
stepSize=0.03, solver="l-bfgs")
    --- End diff --
    
    Yes, the `check_params` test was meant to catch that but was broken


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